Increasing resolution by resampling is often called "upsampling". Synthesizing data is "difficult". It is almost never useful to upsample and usually works against you by taking up more memory and disk space. The question is vague, but depending on what you do with the data will often get similar but different results. How similar and different depends on what you are doing. There are cases when it works well - but usually not.